For long cable runs, some dedicated ICs can buffer the I²C signal, enabling the signals to run down a pair of wires with a much higher capacitance than what’s typically allowed on the I²C bus.
I2C is wonderful in that you can put a large number of devices on your bus – as long as your communications ... they’re a breakout board and a cable away, often, you don’t even have to ...